Methods for fitting nonstationary Gaussian process models by spatial deformation, as introduced by Sampson and Guttorp (1992) <doi:10.1080/01621459.1992.10475181>, and by dimension expansion, as introduced by Bornn et al. (2012) <doi:10.1080/01621459.2011.646919>. Low-rank thin-plate regression splines, as developed in Wood, S.N. (2003) <doi:10.1111/1467-9868.00374>, are used to either transform co-ordinates or create new latent dimensions.
Version: | 1.0.0 |
Depends: | R (≥ 3.5.0) |
Imports: | Rcpp (≥ 1.0.10), MASS |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | lattice, gridExtra |
Published: | 2023-10-19 |
DOI: | 10.32614/CRAN.package.deform |
Author: | Ben Youngman [aut, cre] |
Maintainer: | Ben Youngman <b.youngman at exeter.ac.uk> |
License: | GPL-3 |
NeedsCompilation: | yes |
CRAN checks: | deform results |
Reference manual: | deform.pdf |
Package source: | deform_1.0.0.tar.gz |
Windows binaries: | r-devel: deform_1.0.0.zip, r-release: deform_1.0.0.zip, r-oldrel: deform_1.0.0.zip |
macOS binaries: | r-release (arm64): deform_1.0.0.tgz, r-oldrel (arm64): deform_1.0.0.tgz, r-release (x86_64): deform_1.0.0.tgz, r-oldrel (x86_64): deform_1.0.0.tgz |
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